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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Huggingface Datatrove Common Crawl Processing
- Workflow:Microsoft Playwright End to end test authoring
- Workflow:Bentoml BentoML Model Store Management
- Workflow:HKUDS AI Trader Agent Decision Loop
- Workflow:SeleniumHQ Selenium Chrome DevTools Protocol Integration
- Workflow:Heibaiying BigData Notes Kafka Producer Consumer Pipeline
- Workflow:Cypress io Cypress CI Pipeline Integration
- Workflow:Openclaw Openclaw Plugin And Skill Extension
- Workflow:Ggml org Llama cpp Text Generation
- Workflow:Dotnet Machinelearning Text Classification
Principles
- Principle:FMInference FlexLLMGen Data Wrangling Setup
- Principle:Scikit learn contrib Imbalanced learn Sphinx Documentation Configuration
- Principle:DistrictDataLabs Yellowbrick Residual Analysis
- Principle:Huggingface Alignment handbook APO Zero Preference Alignment
- Principle:VainF Torch Pruning Taylor Importance
- Principle:Shiyu coder Kronos Qlib Experiment Configuration
- Principle:Spotify Luigi Task Definition
- Principle:Triton inference server Server Command Line Parsing
- Principle:Avhz RustQuant Day Count Conventions
- Principle:Wandb Weave Session Finalization
Implementations
- Implementation:Scikit learn Scikit learn OPTICS
- Implementation:Axolotl ai cloud Axolotl SwanLab Custom Trainer Profiling
- Implementation:Mage ai Mage ai Chargebee Plan Model Subscriptions Schema
- Implementation:Ucbepic Docetl Directive DocSummarization
- Implementation:CARLA simulator Carla Client Load World
- Implementation:Zai org CogVideo RIFE Model
- Implementation:Apache Hudi SchemaChangeUtils IsTypeUpdateAllow
- Implementation:OpenHands OpenHands LinearManager
- Implementation:Axolotl ai cloud Axolotl Load Lora
- Implementation:Protectai Modelscan ModelScan Scan
Heuristics
- Heuristic:Pola rs Polars Streaming For Large Datasets
- Heuristic:ARISE Initiative Robomimic HDF5 Cache Mode Selection
- Heuristic:Puppeteer Puppeteer Chrome Default Launch Arguments
- Heuristic:Openai Openai node Warning Deprecated Assistants API
- Heuristic:Lance format Lance Warning Deprecated Java APIs
- Heuristic:ARISE Initiative Robomimic Data Worker Tuning By Modality
- Heuristic:BerriAI Litellm Batch Size Flush Interval Tuning
- Heuristic:Nautechsystems Nautilus trader Order Rate Limiting Configuration
- Heuristic:Pyro ppl Pyro Guide Initialization Strategy
- Heuristic:OpenBMB UltraFeedback GPU Memory Utilization
Environments
- Environment:Volcengine Verl Python Core Dependencies
- Environment:Dotnet Machinelearning Platform Architecture Support
- Environment:NVIDIA NeMo Curator RAPIDS GPU Stack
- Environment:Apache Druid Integration Test Docker
- Environment:Spotify Luigi Hadoop HDFS Cluster
- Environment:InternLM Lmdeploy Build From Source
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Spotify Luigi SQLAlchemy Database
- Environment:Promptfoo Promptfoo Provider API Keys